Triple

T1205030
Position Surface form Disambiguated ID Type / Status
Subject Federal Direct Student Loan Program E25868 entity
Predicate loanType P9377 FINISHED
Object Direct PLUS Loan
A Direct PLUS Loan is a federal student loan that allows graduate students and parents of dependent undergraduates to borrow funds to cover education costs not met by other financial aid.
 E25868 NE FINISHED

How this triple was built (4 steps)

Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.

NER Named-entity recognition gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: Direct PLUS Loan | Statement: [Federal Direct Student Loan Program, loanType, Direct PLUS Loan]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Direct PLUS Loan
Context triple: [Federal Direct Student Loan Program, loanType, Direct PLUS Loan]
  • A. Federal Direct Student Loan Program
    The Federal Direct Student Loan Program is a U.S. government initiative that provides low-interest loans directly to students and parents to help pay for higher education.
  • B. Federal Family Education Loan Program
    The Federal Family Education Loan Program was a U.S. government-backed student loan system in which private lenders issued education loans that were guaranteed and subsidized by the federal government.
  • C. Direct Consolidation Loan
    A Direct Consolidation Loan is a U.S. federal student loan that combines multiple eligible federal education loans into a single new loan with one servicer and a fixed interest rate.
  • D. Federal Student Aid
    Federal Student Aid is a U.S. government office that provides and manages financial assistance programs to help students pay for postsecondary education.
  • E. Federal Pell Grant Program
    The Federal Pell Grant Program is a U.S. federal financial aid initiative that provides need-based grants to low-income undergraduate students to help pay for college expenses.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg Description generation gpt-5.1
Instruction
Generate a one-sentence description of the target entity. 
You are given a context triple in the form (subject, predicate, object), where the object is the target entity. 
# Instructions
Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. 
Avoid repeating the information from the triple, unless really essential.
# Response Format
Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Direct PLUS Loan
Triple: [Federal Direct Student Loan Program, loanType, Direct PLUS Loan]
Generated description
A Direct PLUS Loan is a federal student loan that allows graduate students and parents of dependent undergraduates to borrow funds to cover education costs not met by other financial aid.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Direct PLUS Loan
Target entity description: A Direct PLUS Loan is a federal student loan that allows graduate students and parents of dependent undergraduates to borrow funds to cover education costs not met by other financial aid.
  • A. Federal Direct Student Loan Program chosen
    The Federal Direct Student Loan Program is a U.S. government initiative that provides low-interest loans directly to students and parents to help pay for higher education.
  • B. Federal Family Education Loan Program
    The Federal Family Education Loan Program was a U.S. government-backed student loan system in which private lenders issued education loans that were guaranteed and subsidized by the federal government.
  • C. Direct Consolidation Loan
    A Direct Consolidation Loan is a U.S. federal student loan that combines multiple eligible federal education loans into a single new loan with one servicer and a fixed interest rate.
  • D. Federal Student Aid
    Federal Student Aid is a U.S. government office that provides and manages financial assistance programs to help students pay for postsecondary education.
  • E. Federal Pell Grant Program
    The Federal Pell Grant Program is a U.S. federal financial aid initiative that provides need-based grants to low-income undergraduate students to help pay for college expenses.
  • F. None of above.

Provenance (5 batches)

The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.

Step Stage Batch ID Status When
creating Elicitation batch_69a4942b30f08190a91c60573e16b5ef completed March 1, 2026, 7:31 p.m.
NER Named-entity recognition batch_69a4bdc0f8d08190b340012a9eb26275 completed March 1, 2026, 10:29 p.m.
NED1 Entity disambiguation (via context triple) batch_69ac8a08e1a881908b3f3a41cc1fb010 completed March 7, 2026, 8:26 p.m.
NEDg Description generation batch_69ac8a8a9b208190aed3bcc4697415d1 completed March 7, 2026, 8:28 p.m.
NED2 Entity disambiguation (via description) batch_69ac8b17ae048190b32e89d2f2a60ba3 completed March 7, 2026, 8:31 p.m.
Created at: March 1, 2026, 7:46 p.m.